Playwright Recorder v3.0 is live. Record browser actions. Generate Playwright tests. New: dark mode, pause/resume, step labels, auto-assertions, per-action delete, copy-to-clipboard, toast notifications. Would love feedback from devs and QA engineers using Playwright. tinyurl.com/yn8eszj8

Open source AI didn't lose to closed models. It won too hard. The gap closed so fast that frontier labs panicked, formed a cartel, and started building walls. All the receipts 👇 tinyurl.com/4z7dwb4v #AI #OpenSource #LLM

In December 2025, Linux kernel maintainers sat in Tokyo and said: "The experiment is done. Rust is here to stay." Zero pushback. That single moment tells you everything about where systems programming is heading. I wrote about why 👇 tinyurl.com/3cr93vde

The people building the most powerful AI in history are also the most scared of it. Not Skynet scared. Quietly, professionally scared. That gap between capability and alignment? It's widening, not closing. New piece 👇 tinyurl.com/v5pfuba6

Your RAG scored 0.91 on the wrong document. Proximity ≠ relevance. Fix: 3-stage pipeline → Hybrid retrieval (dense + BM25) → MaxSim late interaction → Cross-encoder reranking 83ms p50. 19% MRR gain. Full code inside 👇 tinyurl.com/4sh5fjpy #RAG #LLM #Rust

shipped two things today. 1/ an AI agent in Java — no Python, no LangChain, no sidecars. Spring AI 1.1.5 + MCP + RAG in ~50 lines of real code. 2/ ClaudiPet 🐱 — a browser pet powered by Claude AI. both open source. both live. 🧵 tinyurl.com/5crv6xa3 ashishjsharda.github.io/claudipet/

Amazon didn't announce it. No keynote. No press release. They just quietly rewrote Firecracker, S3's core, and Aurora DSQL in Rust. 318+ open Rust roles at AWS right now. The rewrite is happening. Is your resume ready? tinyurl.com/79n8bjsf

rewrote my AI agent's memory layer in Rust. kept python for everything else. 284ms → 11ms latency 1.8GB → 210MB / 1k sessions ~340 GC pauses → 0 1,400 → 18,600 ops/sec the GC pauses were causing visible stutters. users noticed. full write-up + code → tinyurl.com/rtpzc5pk #rustlang #aiagents

7 things I wish I knew before my first production Rust service: Borrow checker exposes YOUR logic bugs Every .unwrap() is a prod time bomb Compile times hurt — here's the fix Async Rust ≠ Async JS AI-generated Rust quietly kills p99s tinyurl.com/2bj66nfp #Rust #RustLang #Backend

Spring Boot 4.0 dropped and it's a bigger deal than most realize. Virtual threads are now the default on Java 21+. GraalVM AOT is finally first-class. API versioning is built-in. The 3.5 support window closes June 30. Full breakdown → tinyurl.com/6bpv9knf #Java #SpringBoot #BackendDev

MCP has an identity problem. When your agent hits a server, the human user's identity disappears. 38% of MCP servers have zero auth. This is not theoretical. The fix exists. Most teams won't use it until something breaks. Full piece: tinyurl.com/4z7f8tz7

Mortgage sites are spam engines. So I built one that isn’t. NoBSRates → real rates. No forms. No calls. nobsrates.vercel.app

6 weeks. 4 flagships. benchmarks within noise of each other. the decision is now about fit, not intelligence. broke it down. tinyurl.com/vf8avau2

When life falls apart, the instinct is to rebuild the same version of yourself. But the people who truly transform? They let the old self be buried. And get curious about who comes next. A piece on identity, grief, and becoming 👇 tinyurl.com/ycxxx4w8

Rust 1.95 is out. The features are clean. The ecosystem is maturing. The Linux kernel is committed. But the real story is simpler: Rust is boring now — and boring is exactly what serious infrastructure looks like. Wrote the breakdown 👇 tinyurl.com/4fffc29a

Probation is a two-way street. Companies evaluate you — you evaluate them. Culture, leadership, and reality vs. pitch matter. If it’s not aligned, it’s okay to move on. #CareerAdvice #Hiring

AI writes Rust that survives the borrow checker. It doesn't write Rust that speaks Rust. After reviewing AI-generated code in production for a year — here are the 4 patterns to fix immediately, and why Clippy is the best AI code reviewer you're not using. tinyurl.com/4mssa4z5 #programming

State is the hard problem. Everything else is implementation detail. Rust forces you to deal with it. tinyurl.com/4e5mbnwa

Rust testing looks complex until you realize: It’s mostly about designing with traits. Everything else follows. tinyurl.com/eu9tkw9h

AI agents made Rust's borrow checker approachable. That's genuinely great. But we're also producing a generation of devs who write Rust without understanding ownership. Rust is no longer hard to write. It's still hard to write *well*. New piece ⤵️ tinyurl.com/2h2evhjn

Built a neural network in Rust from scratch — no ML crates, no black boxes. 🦀 Just sigmoid, backprop, and the chain rule. Teaches XOR in 10k epochs. If you've ever wondered what's actually inside .fit() — this one's for you. tinyurl.com/5ex9pdr2 #Rust #MachineLearning

Rust's most honest week in a while. 🦀 Compile times, async overhead, ecosystem gaps — named directly. → flodl beats PyTorch by 30% → Fyrox 1.0 ships → Cargo's first supply chain advisory → Zellij goes native on Windows Full recap ↓ tinyurl.com/2za8r9hf

You don’t actually need a paid plan to experiment with Claude Code. There are two paths: • Pay-as-you-go with real Claude models • Routing through free/cheap backends (with trade-offs) Both work — but they’re not equal. I broke down the setup + caveats 👇 tinyurl.com/4mvdnvkn

God agent era is over. 2026: multi-agent teams. → Planner breaks the goal → Executors run in parallel → Validator catches errors → Supervisor holds memory Fewer hallucinations. Real observability. Wrong Q: "How smart is your model?" Right Q: How well-designed is your ecosystem? tinyurl.com/3ek8wc26

Rust 1.94 • 500ns parser • AI mini-agents • PostgreSQL being eaten alive 🦀 483 PRs. No drama. Just execution. This is what Rust's ubiquity phase looks like. My #TWiR 642 recap → tinyurl.com/5ee4sae7 #Rust #SystemsProgramming

Async Rust is not just async fn. It’s a cooperative runtime where: • every .await is a yield point • CPU work can silently stall thousands of tasks • cancellation happens via Drop Understanding this changes how you design services. Full article 🦀 tinyurl.com/45nfxczz

Most anxiety comes from believing everything matters. But zoom out far enough — and almost nothing does. A reflection on mortality, pressure, and why letting go might be the calm you’re looking for. tinyurl.com/8bbpvm3p

You pay once to train it. You pay forever to run it. Most AI cost problems aren’t hardware problems — they’re strategy problems. Here’s the full 2026 framework for building AI economies of scale without breaking the bank → tinyurl.com/3rpjrrct

Your "viral hit" might be 100% robots. 1 in 31 web visits is now a bot. On tech sites? Way worse. Wrote the new playbook for writing for humans in an AI-shaped web 👇 tinyurl.com/yvdnd3vj #ai #blogging #SEO

Ubuntu just bet on Rust. That’s not hype — that’s infrastructure. TWIR #640 shows: • Ubuntu adoption • SeaORM + Arrow/Parquet • Local AI in Rust • cfg_select! stabilization Rust isn’t trending. It’s compounding trust. Full write-up: tinyurl.com/3yh53zsf

everyone benchmarks hello world. no one benchmarks hello world + postgres + jwt + redis. so i did. the 89k req/sec gap between bun and node? collapses to 3% with a real workload. your runtime isn't your bottleneck. it never was. 🔗 tinyurl.com/4dwkwbjt #JavaScript #Bun #NodeJS #Deno #WebDev

Interesting architectural lesson from the YouTube outage. The system serving video was healthy. The recommendation layer failed, and the UI had no fallback. As AI systems become control planes, reliability becomes the real product constraint. Wrote a short breakdown: tinyurl.com/37z32abk

"Safe by default" C++ sounds like risk mitigation. It's actually risk transfer—creating illusions of security while your critical legacy code stays untouched. Rust's integrated approach vs. retrofitted flags: why method matters more than intent. tinyurl.com/3buatt4w

Multi-agent workflows shouldn't feel blocked. As AI evolves in real time, our UI must adapt. Just published: Designing React 19 Frontends for Agentic Backends. Deep dive into buffered streaming, Generative UI, & parallel execution for 2026. 🔗 tinyurl.com/mr84uzk7

Rust vs Rue is the most interesting memory‑safety debate we’ve had in years. Rust proved “no GC, high performance, strong guarantees” is possible. Rue asks if we can keep that without the borrow checker’s complexity—and with help from AI. Longform breakdown: tinyurl.com/bdespdkm

Wrote about migrating production services from Node to Rust. Real numbers: - 10k → 80k req/s - P99: 300ms → 20ms - Cost: -70% - GC pauses: gone Covers Actix, Axum, Rocket, Leptos from a JS/TS perspective. WebAssembly integration. Migration path. tinyurl.com/4zxfd9j6

SaaS agents? Still prompting them like it's 2023 Moltbot hits different: 7AM Slack → "3 Vajra issues, flight gate changed, Snowflake ready." Self-hosted Docker ($30/mo), proactive via Telegram/Slack, full browser control. Changed how I ship. Workflows + setup ↓ tinyurl.com/5b22v587 #Moltbot

Rust in the Linux Kernel just graduated from "Experimental" to "Production," but the hard work is just starting. 🦀🐧 I wrote a deep dive on the 4 features kernel engineers are actually betting on this year: tinyurl.com/4xncr9ex

This is Brane Browser. Not just a browser — an AI-native platform for how you think online. Built for intelligence. Designed for creators. The future of browsing starts now. 👉 branebrowser.com

🛫 Just launched Aviation Compliance Checker on GitHub Marketplace! First GitHub Action that automates FAA compliance checking for aviation docs - Maintenance logs (14 CFR 43) - Pilot logbooks (14 CFR 61) - Airworthiness docs (14 CFR 91) Free & open-source Link in comments 👇 #Aviation #GitHub

rapid-rs v0.4.0 is live! Zero-config Rust web framework with 7 enterprise features:   • Background Jobs   • WebSocket   • Caching   • Rate Limiting   • Metrics   • Feature Flags   • Multi-Tenancy cargo add rapid-rs crates.io/crates/rapid...

OpenAI ditched TypeScript for Rust in their Codex CLI. Not for fun—for performance, safety, and the reality of production AI agents. Google's 2026 report says agents are the future. Python for research, Rust for production infrastructure. Your career move 👇 tinyurl.com/ycymnyfr

Cloud 3.0 isn't just hype—it's a strategic pivot. ☁️ We're moving toward "intent-based" infrastructure where AI handles the plumbing while we focus on the goals. I’ve broken down why Sovereign AI is the missing piece for regulated industries in 2026. Check it out: tinyurl.com/bdy2mhu2

The "Astral Effect" is real. ⚡️ We’re witnessing a fundamental re-architecture of the Python ecosystem. Rust isn't replacing Python—it's making it fast enough to actually keep up with 2026 demands. Deep dive into the Rustification of Python tooling: tinyurl.com/25rfwj87

The "niche" days are over. In 2026, Rust is the standard for high-stakes engineering. From HFT wizards clearing $400K to Microsoft’s massive SymCrypt rewrite, the Rust revolution is officially here. Read the 2026 Outlook: tinyurl.com/45r2s7y7 #Rust #Coding #SoftwareEngineering

🎉 LIVE NOW! SecuriScan v1.2.0 🛡️ 35+ vulnerable libraries 🔐 25+ sensitive data patterns ⚡ Instant security scoring 📊 Beautiful HTML reports 100% local | Zero tracking | Open source Install: chromewebstore.google.com/detail/secur... #SecurityTools #Launch

We’ve spent 2 years talking to chatbots. In 2026, AI is finally getting a body. 🦾 From NVIDIA’s "Alpamayo" to home robots that actually do chores—Physical AI dominated CES 2026. My full deep dive: tinyurl.com/5xxvbap4 #CES2026 #AI #Robotics

🚨 SecuriScan v1.2.0 in review! 🛡️ ✨ 35+ library checks (6x more!) ✨ 25+ sensitive data patterns ✨ SRI & CORS validation ✨ Severity scoring Free, open-source web security scanner. Coming soon! 🚀 #WebSecurity #ChromeExtension #InfoSec

Hot take: Python is for prototyping, Rust is for production. 🦀 The highest-paying roles in 2026 are abandoning "good enough" for memory safe. Here’s why Rust is your new career insurance: tinyurl.com/3u58m88y #RustLang #AI #Tech